Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TMEM97

Gene summary for TMEM97

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM97

Gene ID

27346

Gene nametransmembrane protein 97
Gene AliasMAC30
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q5BJF2


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
27346TMEM97LZE2THumanEsophagusESCC3.43e-025.64e-010.082
27346TMEM97LZE4THumanEsophagusESCC4.15e-134.54e-010.0811
27346TMEM97LZE7THumanEsophagusESCC1.20e-074.17e-010.0667
27346TMEM97LZE22THumanEsophagusESCC2.31e-024.46e-010.068
27346TMEM97LZE24THumanEsophagusESCC1.16e-135.44e-010.0596
27346TMEM97LZE21THumanEsophagusESCC8.92e-034.84e-010.0655
27346TMEM97LZE6THumanEsophagusESCC3.84e-032.37e-010.0845
27346TMEM97P2T-EHumanEsophagusESCC5.32e-431.01e+000.1177
27346TMEM97P4T-EHumanEsophagusESCC1.20e-551.63e+000.1323
27346TMEM97P5T-EHumanEsophagusESCC1.05e-236.46e-010.1327
27346TMEM97P8T-EHumanEsophagusESCC9.41e-072.11e-010.0889
27346TMEM97P9T-EHumanEsophagusESCC7.86e-093.58e-010.1131
27346TMEM97P10T-EHumanEsophagusESCC3.33e-591.34e+000.116
27346TMEM97P11T-EHumanEsophagusESCC4.56e-102.92e-010.1426
27346TMEM97P12T-EHumanEsophagusESCC4.58e-266.59e-010.1122
27346TMEM97P15T-EHumanEsophagusESCC1.77e-271.02e+000.1149
27346TMEM97P16T-EHumanEsophagusESCC1.11e-479.93e-010.1153
27346TMEM97P19T-EHumanEsophagusESCC3.19e-042.38e-010.1662
27346TMEM97P20T-EHumanEsophagusESCC1.72e-103.36e-010.1124
27346TMEM97P21T-EHumanEsophagusESCC4.50e-347.95e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:004263211LiverCirrhoticcholesterol homeostasis46/463496/187237.15e-071.52e-0546
GO:005509211LiverCirrhoticsterol homeostasis46/463497/187231.04e-062.13e-0546
GO:001604911LiverCirrhoticcell growth160/4634482/187231.50e-052.07e-04160
GO:000155811LiverCirrhoticregulation of cell growth132/4634414/187235.53e-044.36e-03132
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:005509221LiverHCCsterol homeostasis59/795897/187232.06e-041.58e-0359
GO:004263221LiverHCCcholesterol homeostasis58/795896/187232.99e-042.13e-0358
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TMEM97SNVMissense_Mutationrs781934593c.254N>Tp.Thr85Metp.T85MQ5BJF2protein_codingdeleterious(0.02)possibly_damaging(0.666)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM97SNVMissense_Mutationnovelc.505T>Ap.Tyr169Asnp.Y169NQ5BJF2protein_codingtolerated(0.37)benign(0.011)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TMEM97SNVMissense_Mutationnovelc.505N>Ap.Tyr169Asnp.Y169NQ5BJF2protein_codingtolerated(0.37)benign(0.011)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
TMEM97SNVMissense_Mutationnovelc.266T>Ap.Leu89Hisp.L89HQ5BJF2protein_codingdeleterious(0.01)benign(0.08)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM97SNVMissense_Mutationnovelc.299N>Tp.Ala100Valp.A100VQ5BJF2protein_codingtolerated(0.14)benign(0.373)TCGA-AP-A1DH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM97SNVMissense_Mutationnovelc.191N>Tp.Ala64Valp.A64VQ5BJF2protein_codingtolerated(0.52)benign(0.001)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM97SNVMissense_Mutationnovelc.518N>Tp.Arg173Ilep.R173IQ5BJF2protein_codingdeleterious(0.04)benign(0.012)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
TMEM97SNVMissense_Mutationnovelc.263T>Cp.Phe88Serp.F88SQ5BJF2protein_codingdeleterious(0)probably_damaging(0.969)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM97SNVMissense_Mutationc.148N>Cp.Tyr50Hisp.Y50HQ5BJF2protein_codingtolerated(0.07)benign(0.38)TCGA-BS-A0TA-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolPD
TMEM97SNVMissense_Mutationrs782388057c.290G>Ap.Arg97Glnp.R97QQ5BJF2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
27346TMEM97NAANAVEX 1007
27346TMEM97NAN-substituted 9-azabicyclo[3.3.1]nonan-3alpha-yl-phenylcarbamate analog 3
27346TMEM97NAPMID30185082-Compound-54
27346TMEM97NAFused aryl carbocycle derivative 3
27346TMEM97NAFused aryl carbocycle derivative 4
27346TMEM97NABenzamide derivative 9
27346TMEM97NAPMID30185082-Compound-57
27346TMEM97NAPiperazinyl methyl quinazolinone derivative 3
27346TMEM97NAPMID30185082-Compound-28
27346TMEM97NAPMID30185082-Compound-56
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